Ali Gani improved documentation in the microsoft/multi-agent-reference-architecture repository by clarifying that the MCP acronym refers to Model Context Protocol rather than multi-channel protocol. Using Markdown and focusing on documentation best practices, Ali updated the reference architecture docs to eliminate terminology ambiguity, which helps new engineers onboard more efficiently and reduces support queries. The work involved a targeted, low-risk Git commit that aligned external documentation with the system’s actual design. While the contribution was limited in scope, it demonstrated careful attention to detail and a disciplined approach to documentation maintenance, ensuring technical accuracy and consistency across the project’s written materials.